Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 16376 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Total size in memory | 2.5 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 7 |
rec_online_8 has constant value "0.0" | Constant |
sum_recharge is highly correlated with recharge_frequency | High correlation |
recharge_frequency is highly correlated with sum_recharge and 1 other fields | High correlation |
sos_rec_5 is highly correlated with recharge_frequency | High correlation |
pct_rec_1190 is highly correlated with pct_rec_690 | High correlation |
pct_rec_690 is highly correlated with pct_rec_1190 | High correlation |
sum_recharge is highly correlated with recharge_frequency and 3 other fields | High correlation |
recharge_frequency is highly correlated with sum_recharge and 2 other fields | High correlation |
rec_online_10 is highly correlated with recharge_frequency | High correlation |
rec_online_15 is highly correlated with sum_recharge | High correlation |
sos_rec_5 is highly correlated with sum_recharge and 1 other fields | High correlation |
rec_online_20_b2 is highly correlated with sum_recharge | High correlation |
pct_rec_1190 is highly correlated with pct_rec_690 | High correlation |
pct_rec_690 is highly correlated with pct_rec_1190 | High correlation |
sum_recharge is highly correlated with recharge_frequency | High correlation |
recharge_frequency is highly correlated with sum_recharge | High correlation |
pct_rec_1190 is highly correlated with pct_rec_690 | High correlation |
pct_rec_690 is highly correlated with pct_rec_1190 | High correlation |
chip_pre_rec_20 is highly correlated with rec_online_8 | High correlation |
rec_online_8 is highly correlated with chip_pre_rec_20 and 5 other fields | High correlation |
rec_online_100_b18 is highly correlated with rec_online_8 | High correlation |
venda is highly correlated with rec_online_8 | High correlation |
pct_rec_1190 is highly correlated with rec_online_8 | High correlation |
sos_rec_3 is highly correlated with rec_online_8 | High correlation |
chip_pre_rec_10 is highly correlated with rec_online_8 | High correlation |
sum_recharge is highly correlated with recharge_frequency and 4 other fields | High correlation |
recharge_frequency is highly correlated with sum_recharge and 5 other fields | High correlation |
rec_online_10 is highly correlated with recharge_frequency and 1 other fields | High correlation |
rec_online_15 is highly correlated with sum_recharge and 2 other fields | High correlation |
sos_rec_5 is highly correlated with sum_recharge and 5 other fields | High correlation |
rec_online_20_b2 is highly correlated with sum_recharge and 2 other fields | High correlation |
rec_online_13 is highly correlated with recharge_frequency and 1 other fields | High correlation |
rec_online_50_b8 is highly correlated with sum_recharge | High correlation |
pct_rec_1190 is highly correlated with pct_rec_690 | High correlation |
pct_rec_690 is highly correlated with pct_rec_1190 | High correlation |
pct_rec_sos_5 is highly skewed (γ1 = 58.86004794) | Skewed |
rec_online_10 has 8166 (49.9%) zeros | Zeros |
rec_online_35_b5 has 15660 (95.6%) zeros | Zeros |
rec_online_15 has 8988 (54.9%) zeros | Zeros |
sos_rec_5 has 8976 (54.8%) zeros | Zeros |
rec_online_20_b2 has 9534 (58.2%) zeros | Zeros |
rec_online_13 has 13874 (84.7%) zeros | Zeros |
rec_online_50_b8 has 16052 (98.0%) zeros | Zeros |
rec_online_30_b4 has 14848 (90.7%) zeros | Zeros |
rec_online_40_b6 has 15906 (97.1%) zeros | Zeros |
pct_rec_690 has 16256 (99.3%) zeros | Zeros |
pct_rec_sos_5 has 16359 (99.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-03-22 22:36:44.172693 |
|---|---|
| Analysis finished | 2022-03-22 22:37:01.172760 |
| Duration | 17 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 431 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.67569614 |
| Minimum | 0 |
|---|---|
| Maximum | 1133 |
| Zeros | 56 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 128.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 30 |
| median | 60 |
| Q3 | 118 |
| 95-th percentile | 220 |
| Maximum | 1133 |
| Range | 1133 |
| Interquartile range (IQR) | 88 |
Descriptive statistics
| Standard deviation | 77.13705105 |
|---|---|
| Coefficient of variation (CV) | 0.9330075784 |
| Kurtosis | 14.28752919 |
| Mean | 82.67569614 |
| Median Absolute Deviation (MAD) | 40 |
| Skewness | 2.564712715 |
| Sum | 1353897.2 |
| Variance | 5950.124644 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 1124 | 6.9% |
| 15 | 906 | 5.5% |
| 10 | 841 | 5.1% |
| 30 | 756 | 4.6% |
| 40 | 710 | 4.3% |
| 60 | 625 | 3.8% |
| 35 | 511 | 3.1% |
| 45 | 497 | 3.0% |
| 50 | 472 | 2.9% |
| 25 | 459 | 2.8% |
| Other values (421) | 9475 |
| Value | Count | Frequency (%) |
| 0 | 56 | 0.3% |
| 3 | 1 | < 0.1% |
| 5 | 149 | 0.9% |
| 6.9 | 26 | 0.2% |
| 10 | 841 | |
| 11.9 | 28 | 0.2% |
| 13 | 186 | 1.1% |
| 13.8 | 4 | < 0.1% |
| 15 | 906 | |
| 18 | 54 | 0.3% |
| Value | Count | Frequency (%) |
| 1133 | 1 | |
| 1130 | 1 | |
| 1041 | 1 | |
| 1025 | 1 | |
| 809 | 1 | |
| 803 | 1 | |
| 756 | 1 | |
| 740 | 1 | |
| 700 | 1 | |
| 679 | 1 |
recharge_frequency
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 64 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.333842208 |
| Minimum | 1 |
|---|---|
| Maximum | 111 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 128.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 9 |
| 95-th percentile | 18 |
| Maximum | 111 |
| Range | 110 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 6.238280663 |
|---|---|
| Coefficient of variation (CV) | 0.9849125472 |
| Kurtosis | 20.78759682 |
| Mean | 6.333842208 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 3.051570779 |
| Sum | 103723 |
| Variance | 38.91614563 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2574 | |
| 2 | 2323 | |
| 3 | 2053 | |
| 4 | 1553 | |
| 5 | 1142 | 7.0% |
| 6 | 1033 | 6.3% |
| 7 | 791 | 4.8% |
| 8 | 688 | 4.2% |
| 9 | 605 | 3.7% |
| 10 | 540 | 3.3% |
| Other values (54) | 3074 |
| Value | Count | Frequency (%) |
| 1 | 2574 | |
| 2 | 2323 | |
| 3 | 2053 | |
| 4 | 1553 | |
| 5 | 1142 | |
| 6 | 1033 | |
| 7 | 791 | 4.8% |
| 8 | 688 | 4.2% |
| 9 | 605 | 3.7% |
| 10 | 540 | 3.3% |
| Value | Count | Frequency (%) |
| 111 | 1 | < 0.1% |
| 96 | 1 | < 0.1% |
| 89 | 1 | < 0.1% |
| 85 | 1 | < 0.1% |
| 69 | 1 | < 0.1% |
| 66 | 2 | |
| 64 | 1 | < 0.1% |
| 62 | 3 | |
| 61 | 1 | < 0.1% |
| 60 | 3 |
| Distinct | 33 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.913165608 |
| Minimum | 0 |
|---|---|
| Maximum | 33 |
| Zeros | 8166 |
| Zeros (%) | 49.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 128.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 9 |
| Maximum | 33 |
| Range | 33 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 3.299766557 |
|---|---|
| Coefficient of variation (CV) | 1.724767862 |
| Kurtosis | 10.18656018 |
| Mean | 1.913165608 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.775503579 |
| Sum | 31330 |
| Variance | 10.88845933 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8166 | |
| 1 | 2820 | 17.2% |
| 2 | 1506 | 9.2% |
| 3 | 947 | 5.8% |
| 4 | 667 | 4.1% |
| 5 | 448 | 2.7% |
| 6 | 343 | 2.1% |
| 7 | 261 | 1.6% |
| 8 | 256 | 1.6% |
| 9 | 196 | 1.2% |
| Other values (23) | 766 | 4.7% |
| Value | Count | Frequency (%) |
| 0 | 8166 | |
| 1 | 2820 | 17.2% |
| 2 | 1506 | 9.2% |
| 3 | 947 | 5.8% |
| 4 | 667 | 4.1% |
| 5 | 448 | 2.7% |
| 6 | 343 | 2.1% |
| 7 | 261 | 1.6% |
| 8 | 256 | 1.6% |
| 9 | 196 | 1.2% |
| Value | Count | Frequency (%) |
| 33 | 2 | |
| 31 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| 29 | 4 | |
| 28 | 2 | |
| 27 | 3 | |
| 26 | 2 | |
| 25 | 3 | |
| 24 | 2 | |
| 23 | 2 |
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.07804103566 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 15660 |
| Zeros (%) | 95.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 128.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4363809217 |
|---|---|
| Coefficient of variation (CV) | 5.591685425 |
| Kurtosis | 80.6200778 |
| Mean | 0.07804103566 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.805585488 |
| Sum | 1278 |
| Variance | 0.1904283088 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15660 | |
| 1 | 395 | 2.4% |
| 2 | 169 | 1.0% |
| 3 | 107 | 0.7% |
| 4 | 20 | 0.1% |
| 5 | 15 | 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 3 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 15660 | |
| 1 | 395 | 2.4% |
| 2 | 169 | 1.0% |
| 3 | 107 | 0.7% |
| 4 | 20 | 0.1% |
| 5 | 15 | 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 3 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 2 | < 0.1% |
| 7 | 3 | < 0.1% |
| 6 | 5 | < 0.1% |
| 5 | 15 | 0.1% |
| 4 | 20 | 0.1% |
| 3 | 107 | 0.7% |
| 2 | 169 | 1.0% |
| 1 | 395 | 2.4% |
| 0 | 15660 |
| Distinct | 32 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.295249145 |
| Minimum | 0 |
|---|---|
| Maximum | 36 |
| Zeros | 8988 |
| Zeros (%) | 54.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 128.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 6 |
| Maximum | 36 |
| Range | 36 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.45697599 |
|---|---|
| Coefficient of variation (CV) | 1.89691381 |
| Kurtosis | 23.47162147 |
| Mean | 1.295249145 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.85060484 |
| Sum | 21211 |
| Variance | 6.036731016 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8988 | |
| 1 | 3146 | 19.2% |
| 2 | 1547 | 9.4% |
| 3 | 931 | 5.7% |
| 4 | 524 | 3.2% |
| 5 | 333 | 2.0% |
| 6 | 213 | 1.3% |
| 7 | 174 | 1.1% |
| 8 | 116 | 0.7% |
| 9 | 90 | 0.5% |
| Other values (22) | 314 | 1.9% |
| Value | Count | Frequency (%) |
| 0 | 8988 | |
| 1 | 3146 | 19.2% |
| 2 | 1547 | 9.4% |
| 3 | 931 | 5.7% |
| 4 | 524 | 3.2% |
| 5 | 333 | 2.0% |
| 6 | 213 | 1.3% |
| 7 | 174 | 1.1% |
| 8 | 116 | 0.7% |
| 9 | 90 | 0.5% |
| Value | Count | Frequency (%) |
| 36 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 31 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| 27 | 3 | |
| 26 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 22 | 2 |
| Distinct | 34 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.305263801 |
| Minimum | 0 |
|---|---|
| Maximum | 48 |
| Zeros | 8976 |
| Zeros (%) | 54.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 128.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 6 |
| Maximum | 48 |
| Range | 48 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.427991804 |
|---|---|
| Coefficient of variation (CV) | 1.860154095 |
| Kurtosis | 37.48716218 |
| Mean | 1.305263801 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.34861299 |
| Sum | 21375 |
| Variance | 5.895144199 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8976 | |
| 1 | 3012 | 18.4% |
| 2 | 1505 | 9.2% |
| 3 | 989 | 6.0% |
| 4 | 559 | 3.4% |
| 5 | 433 | 2.6% |
| 6 | 260 | 1.6% |
| 7 | 184 | 1.1% |
| 8 | 137 | 0.8% |
| 9 | 90 | 0.5% |
| Other values (24) | 231 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 8976 | |
| 1 | 3012 | 18.4% |
| 2 | 1505 | 9.2% |
| 3 | 989 | 6.0% |
| 4 | 559 | 3.4% |
| 5 | 433 | 2.6% |
| 6 | 260 | 1.6% |
| 7 | 184 | 1.1% |
| 8 | 137 | 0.8% |
| 9 | 90 | 0.5% |
| Value | Count | Frequency (%) |
| 48 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 29 | 2 | |
| 28 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 24 | 3 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.071384954 |
| Minimum | 0 |
|---|---|
| Maximum | 29 |
| Zeros | 9534 |
| Zeros (%) | 58.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 128.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 5 |
| Maximum | 29 |
| Range | 29 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.93357717 |
|---|---|
| Coefficient of variation (CV) | 1.804745496 |
| Kurtosis | 16.25557445 |
| Mean | 1.071384954 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.193877393 |
| Sum | 17545 |
| Variance | 3.738720671 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9534 | |
| 1 | 2971 | 18.1% |
| 2 | 1503 | 9.2% |
| 3 | 852 | 5.2% |
| 4 | 536 | 3.3% |
| 5 | 312 | 1.9% |
| 6 | 250 | 1.5% |
| 7 | 153 | 0.9% |
| 8 | 81 | 0.5% |
| 9 | 52 | 0.3% |
| Other values (13) | 132 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 9534 | |
| 1 | 2971 | 18.1% |
| 2 | 1503 | 9.2% |
| 3 | 852 | 5.2% |
| 4 | 536 | 3.3% |
| 5 | 312 | 1.9% |
| 6 | 250 | 1.5% |
| 7 | 153 | 0.9% |
| 8 | 81 | 0.5% |
| 9 | 52 | 0.3% |
| Value | Count | Frequency (%) |
| 29 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 19 | 2 | < 0.1% |
| 17 | 3 | < 0.1% |
| 16 | 4 | < 0.1% |
| 15 | 8 | |
| 14 | 7 | |
| 13 | 17 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 128.1 KiB |
| 667 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Common Values
| Value | Count | Frequency (%) |
| 15709 | ||
| 667 | 4.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 15709 | ||
| 667 | 4.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 128.1 KiB |
| 239 | |
| 8 | |
| 1 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Common Values
| Value | Count | Frequency (%) |
| 16128 | ||
| 239 | 1.5% | |
| 8 | < 0.1% | |
| 1 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 16128 | ||
| 239 | 1.5% | |
| 8 | < 0.1% | |
| 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3059965804 |
| Minimum | 0 |
|---|---|
| Maximum | 42 |
| Zeros | 13874 |
| Zeros (%) | 84.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 128.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 42 |
| Range | 42 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.109284926 |
|---|---|
| Coefficient of variation (CV) | 3.625154649 |
| Kurtosis | 215.9346435 |
| Mean | 0.3059965804 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.24371959 |
| Sum | 5011 |
| Variance | 1.230513046 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13874 | |
| 1 | 1523 | 9.3% |
| 2 | 427 | 2.6% |
| 3 | 232 | 1.4% |
| 4 | 136 | 0.8% |
| 5 | 60 | 0.4% |
| 6 | 43 | 0.3% |
| 7 | 27 | 0.2% |
| 8 | 17 | 0.1% |
| 9 | 10 | 0.1% |
| Other values (13) | 27 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 13874 | |
| 1 | 1523 | 9.3% |
| 2 | 427 | 2.6% |
| 3 | 232 | 1.4% |
| 4 | 136 | 0.8% |
| 5 | 60 | 0.4% |
| 6 | 43 | 0.3% |
| 7 | 27 | 0.2% |
| 8 | 17 | 0.1% |
| 9 | 10 | 0.1% |
| Value | Count | Frequency (%) |
| 42 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| 21 | 2 | |
| 17 | 2 | |
| 16 | 1 | < 0.1% |
| 15 | 2 | |
| 14 | 1 | < 0.1% |
| 13 | 3 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03492916463 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 16052 |
| Zeros (%) | 98.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 128.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3155047349 |
|---|---|
| Coefficient of variation (CV) | 9.03270199 |
| Kurtosis | 315.7662459 |
| Mean | 0.03492916463 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 15.01410035 |
| Sum | 572 |
| Variance | 0.09954323773 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16052 | |
| 1 | 196 | 1.2% |
| 2 | 78 | 0.5% |
| 3 | 25 | 0.2% |
| 5 | 9 | 0.1% |
| 6 | 5 | < 0.1% |
| 4 | 5 | < 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 16052 | |
| 1 | 196 | 1.2% |
| 2 | 78 | 0.5% |
| 3 | 25 | 0.2% |
| 4 | 5 | < 0.1% |
| 5 | 9 | 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 11 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 7 | 3 | < 0.1% |
| 6 | 5 | < 0.1% |
| 5 | 9 | 0.1% |
| 4 | 5 | < 0.1% |
| 3 | 25 | 0.2% |
| 2 | 78 | 0.5% |
| 1 | 196 |
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1571812408 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 14848 |
| Zeros (%) | 90.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 128.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.6331028876 |
|---|---|
| Coefficient of variation (CV) | 4.027852715 |
| Kurtosis | 63.12918737 |
| Mean | 0.1571812408 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.672620604 |
| Sum | 2574 |
| Variance | 0.4008192663 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 14848 | |
| 1 | 1002 | 6.1% |
| 2 | 284 | 1.7% |
| 3 | 124 | 0.8% |
| 4 | 50 | 0.3% |
| 5 | 26 | 0.2% |
| 6 | 18 | 0.1% |
| 7 | 12 | 0.1% |
| 8 | 5 | < 0.1% |
| 9 | 3 | < 0.1% |
| Other values (3) | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 14848 | |
| 1 | 1002 | 6.1% |
| 2 | 284 | 1.7% |
| 3 | 124 | 0.8% |
| 4 | 50 | 0.3% |
| 5 | 26 | 0.2% |
| 6 | 18 | 0.1% |
| 7 | 12 | 0.1% |
| 8 | 5 | < 0.1% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 12 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 10 | 2 | < 0.1% |
| 9 | 3 | < 0.1% |
| 8 | 5 | < 0.1% |
| 7 | 12 | 0.1% |
| 6 | 18 | 0.1% |
| 5 | 26 | 0.2% |
| 4 | 50 | |
| 3 | 124 |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04738641915 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 15906 |
| Zeros (%) | 97.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 128.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3333135185 |
|---|---|
| Coefficient of variation (CV) | 7.033946107 |
| Kurtosis | 147.1413963 |
| Mean | 0.04738641915 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.31114112 |
| Sum | 776 |
| Variance | 0.1110979016 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15906 | |
| 1 | 301 | 1.8% |
| 2 | 85 | 0.5% |
| 3 | 54 | 0.3% |
| 4 | 18 | 0.1% |
| 6 | 6 | < 0.1% |
| 5 | 5 | < 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 15906 | |
| 1 | 301 | 1.8% |
| 2 | 85 | 0.5% |
| 3 | 54 | 0.3% |
| 4 | 18 | 0.1% |
| 5 | 5 | < 0.1% |
| 6 | 6 | < 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 6 | 6 | < 0.1% |
| 5 | 5 | < 0.1% |
| 4 | 18 | 0.1% |
| 3 | 54 | 0.3% |
| 2 | 85 | 0.5% |
| 1 | 301 | 1.8% |
| 0 | 15906 |
pct_rec_1190
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 128.1 KiB |
| 103 | |
| 7 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Common Values
| Value | Count | Frequency (%) |
| 16266 | ||
| 103 | 0.6% | |
| 7 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 16266 | ||
| 103 | 0.6% | |
| 7 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
pct_rec_690
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0122740596 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 16256 |
| Zeros (%) | 99.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 128.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.1643925509 |
|---|---|
| Coefficient of variation (CV) | 13.39349459 |
| Kurtosis | 405.282445 |
| Mean | 0.0122740596 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 17.79860605 |
| Sum | 201 |
| Variance | 0.02702491078 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16256 | |
| 1 | 66 | 0.4% |
| 2 | 35 | 0.2% |
| 3 | 15 | 0.1% |
| 6 | 2 | < 0.1% |
| 4 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 16256 | |
| 1 | 66 | 0.4% |
| 2 | 35 | 0.2% |
| 3 | 15 | 0.1% |
| 4 | 2 | < 0.1% |
| 6 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 2 | < 0.1% |
| 4 | 2 | < 0.1% |
| 3 | 15 | 0.1% |
| 2 | 35 | 0.2% |
| 1 | 66 | 0.4% |
| 0 | 16256 |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 128.1 KiB |
| 18 | |
| 3 | |
| 2 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Common Values
| Value | Count | Frequency (%) |
| 16353 | ||
| 18 | 0.1% | |
| 3 | < 0.1% | |
| 2 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 16353 | ||
| 18 | 0.1% | |
| 3 | < 0.1% | |
| 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.002015144113 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 16359 |
| Zeros (%) | 99.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 128.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.08005093807 |
|---|---|
| Coefficient of variation (CV) | 39.72467157 |
| Kurtosis | 4271.148337 |
| Mean | 0.002015144113 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 58.86004794 |
| Sum | 33 |
| Variance | 0.006408152687 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16359 | |
| 1 | 10 | 0.1% |
| 2 | 3 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 16359 | |
| 1 | 10 | 0.1% |
| 2 | 3 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 2 | < 0.1% |
| 2 | 3 | < 0.1% |
| 1 | 10 | 0.1% |
| 0 | 16359 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 128.1 KiB |
| 1 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Common Values
| Value | Count | Frequency (%) |
| 16375 | ||
| 1 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 16375 | ||
| 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 128.1 KiB |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Common Values
| Value | Count | Frequency (%) |
| 16376 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 16376 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 128.1 KiB |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Common Values
| Value | Count | Frequency (%) |
| 11542 | ||
| 4834 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 11542 | ||
| 4834 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.